| Number of Variables | 27 |
|---|---|
| Number of Rows | 1200 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 791.0 KB |
| Average Row Size in Memory | 675.0 B |
| Variable Types |
|
| ExperienceYearsInCurrentRole and YearsWithCurrManager have similar distributions | Similar Distribution |
|---|---|
| DistanceFromHome is skewed | Skewed |
| NumCompaniesWorked is skewed | Skewed |
| EmpLastSalaryHikePercent is skewed | Skewed |
| TotalWorkExperienceInYears is skewed | Skewed |
| ExperienceYearsInCurrentRole is skewed | Skewed |
| YearsSinceLastPromotion is skewed | Skewed |
| YearsWithCurrManager is skewed | Skewed |
| EmpEducationLevel has constant length 1 | Constant Length |
| EmpEnvironmentSatisfaction has constant length 1 | Constant Length |
| EmpJobInvolvement has constant length 1 | Constant Length |
|---|---|
| EmpJobLevel has constant length 1 | Constant Length |
| EmpJobSatisfaction has constant length 1 | Constant Length |
| EmpRelationshipSatisfaction has constant length 1 | Constant Length |
| TrainingTimesLastYear has constant length 1 | Constant Length |
| EmpWorkLifeBalance has constant length 1 | Constant Length |
| PerformanceRating has constant length 1 | Constant Length |
| NumCompaniesWorked has 156 (13.0%) zeros | Zeros |
| ExperienceYearsInCurrentRole has 190 (15.83%) zeros | Zeros |
| YearsSinceLastPromotion has 469 (39.08%) zeros | Zeros |
| YearsWithCurrManager has 215 (17.92%) zeros | Zeros |
|---|
numerical
| Approximate Distinct Count | 43 |
|---|---|
| Approximate Unique (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 36.9183 |
| Minimum | 18 |
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 18 |
|---|---|
| 5-th Percentile | 24 |
| Q1 | 30 |
| Median | 36 |
| Q3 | 43 |
| 95-th Percentile | 54 |
| Maximum | 60 |
| Range | 42 |
| IQR | 13 |
| Mean | 36.9183 |
|---|---|
| Standard Deviation | 9.0873 |
| Variance | 82.5788 |
| Sum | 44302 |
| Skewness | 0.3837 |
| Kurtosis | -0.4342 |
| Coefficient of Variation | 0.2461 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 83750 |
| Mean | 4.7917 |
|---|---|
| Standard Deviation | 0.9785 |
| Median | 4 |
| Minimum | 4 |
| Maximum | 6 |
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
| Count | 5750 |
|---|---|
| Lowercase Letter | 4550 |
| Space Separator | 0 |
| Uppercase Letter | 1200 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 90562 |
| Mean | 10.4683 |
|---|---|
| Standard Deviation | 3.3596 |
| Median | 13 |
| Minimum | 5 |
| Maximum | 16 |
| 1st row | Marketing |
|---|---|
| 2nd row | Marketing |
| 3rd row | Life Sciences |
| 4th row | Human Resources |
| 5th row | Marketing |
| Count | 11949 |
|---|---|
| Lowercase Letter | 10136 |
| Space Separator | 613 |
| Uppercase Letter | 1813 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 86284 |
| Mean | 6.9033 |
|---|---|
| Standard Deviation | 0.7311 |
| Median | 7 |
| Minimum | 6 |
| Maximum | 8 |
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Married |
| 4th row | Divorced |
| 5th row | Single |
| Count | 8284 |
|---|---|
| Lowercase Letter | 7084 |
| Space Separator | 0 |
| Uppercase Letter | 1200 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 6 |
|---|---|
| Approximate Unique (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 92775 |
| Mean | 12.3125 |
|---|---|
| Standard Deviation | 6.744 |
| Median | 11 |
| Minimum | 5 |
| Maximum | 22 |
| 1st row | Sales |
|---|---|
| 2nd row | Sales |
| 3rd row | Sales |
| 4th row | Human Resources |
| 5th row | Sales |
| Count | 13672 |
|---|---|
| Lowercase Letter | 12055 |
| Space Separator | 760 |
| Uppercase Letter | 1617 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 19 |
|---|---|
| Approximate Unique (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 95454 |
| Mean | 14.545 |
|---|---|
| Standard Deviation | 4.3908 |
| Median | 15 |
| Minimum | 7 |
| Maximum | 25 |
| 1st row | Sales Executive |
|---|---|
| 2nd row | Sales Executive |
| 3rd row | Sales Executive |
| 4th row | Manager |
| 5th row | Sales Executive |
| Count | 16417 |
|---|---|
| Lowercase Letter | 14180 |
| Space Separator | 928 |
| Uppercase Letter | 2237 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 94092 |
| Mean | 13.41 |
|---|---|
| Standard Deviation | 1.9455 |
| Median | 13 |
| Minimum | 10 |
| Maximum | 17 |
| 1st row | Travel_Rarely |
|---|---|
| 2nd row | Travel_Rarely |
| 3rd row | Travel_Frequently |
| 4th row | Travel_Rarely |
| 5th row | Travel_Rarely |
| Count | 14892 |
|---|---|
| Lowercase Letter | 12492 |
| Space Separator | 0 |
| Uppercase Letter | 2400 |
| Dash Punctuation | 132 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 29 |
|---|---|
| Approximate Unique (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 9.1658 |
| Minimum | 1 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 2 |
| Median | 7 |
| Q3 | 14 |
| 95-th Percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| IQR | 12 |
| Mean | 9.1658 |
|---|---|
| Standard Deviation | 8.1766 |
| Variance | 66.8574 |
| Sum | 10999 |
| Skewness | 0.9618 |
| Kurtosis | -0.246 |
| Coefficient of Variation | 0.8921 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 79200 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 4 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1200 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 79200 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 2 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1200 |
numerical
| Approximate Distinct Count | 71 |
|---|---|
| Approximate Unique (%) | 5.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 65.9817 |
| Minimum | 30 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 30 |
|---|---|
| 5-th Percentile | 33 |
| Q1 | 48 |
| Median | 66 |
| Q3 | 83 |
| 95-th Percentile | 97 |
| Maximum | 100 |
| Range | 70 |
| IQR | 35 |
| Mean | 65.9817 |
|---|---|
| Standard Deviation | 20.2113 |
| Variance | 408.4967 |
| Sum | 79178 |
| Skewness | -0.03512 |
| Kurtosis | -1.1869 |
| Coefficient of Variation | 0.3063 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 79200 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 3 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1200 |
categorical
| Approximate Distinct Count | 5 |
|---|---|
| Approximate Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 79200 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 5 |
| 5th row | 2 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1200 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 79200 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 4 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 4 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1200 |
numerical
| Approximate Distinct Count | 10 |
|---|---|
| Approximate Unique (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 2.665 |
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 156 |
| Zeros (%) | 13.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 1 |
| Median | 2 |
| Q3 | 4 |
| 95-th Percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| IQR | 3 |
| Mean | 2.665 |
|---|---|
| Standard Deviation | 2.4694 |
| Variance | 6.0979 |
| Sum | 3198 |
| Skewness | 1.0473 |
| Kurtosis | 0.06358 |
| Coefficient of Variation | 0.9266 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 80753 |
| Mean | 2.2942 |
|---|---|
| Standard Deviation | 0.4559 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | Yes |
| 4th row | No |
| 5th row | No |
| Count | 2753 |
|---|---|
| Lowercase Letter | 1553 |
| Space Separator | 0 |
| Uppercase Letter | 1200 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
numerical
| Approximate Distinct Count | 15 |
|---|---|
| Approximate Unique (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 15.2225 |
| Minimum | 11 |
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 11 |
|---|---|
| 5-th Percentile | 11 |
| Q1 | 12 |
| Median | 14 |
| Q3 | 18 |
| 95-th Percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| IQR | 6 |
| Mean | 15.2225 |
|---|---|
| Standard Deviation | 3.6259 |
| Variance | 13.1473 |
| Sum | 18267 |
| Skewness | 0.8076 |
| Kurtosis | -0.3035 |
| Coefficient of Variation | 0.2382 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 79200 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 4 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 4 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1200 |
numerical
| Approximate Distinct Count | 40 |
|---|---|
| Approximate Unique (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 11.33 |
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 10 |
| Zeros (%) | 0.8% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 6 |
| Median | 10 |
| Q3 | 15 |
| 95-th Percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| IQR | 9 |
| Mean | 11.33 |
|---|---|
| Standard Deviation | 7.7972 |
| Variance | 60.7968 |
| Sum | 13596 |
| Skewness | 1.0855 |
| Kurtosis | 0.7973 |
| Coefficient of Variation | 0.6882 |
categorical
| Approximate Distinct Count | 7 |
|---|---|
| Approximate Unique (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 79200 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1200 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 79200 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 3 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1200 |
numerical
| Approximate Distinct Count | 37 |
|---|---|
| Approximate Unique (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 7.0775 |
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 36 |
| Zeros (%) | 3.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 1 |
| Q1 | 3 |
| Median | 5 |
| Q3 | 10 |
| 95-th Percentile | 20 |
| Maximum | 40 |
| Range | 40 |
| IQR | 7 |
| Mean | 7.0775 |
|---|---|
| Standard Deviation | 6.2369 |
| Variance | 38.8989 |
| Sum | 8493 |
| Skewness | 1.7868 |
| Kurtosis | 4.0361 |
| Coefficient of Variation | 0.8812 |
numerical
| Approximate Distinct Count | 19 |
|---|---|
| Approximate Unique (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 4.2917 |
| Minimum | 0 |
| Maximum | 18 |
| Zeros | 190 |
| Zeros (%) | 15.8% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 7 |
| 95-th Percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| IQR | 5 |
| Mean | 4.2917 |
|---|---|
| Standard Deviation | 3.6137 |
| Variance | 13.0591 |
| Sum | 5150 |
| Skewness | 0.887 |
| Kurtosis | 0.4312 |
| Coefficient of Variation | 0.842 |
numerical
| Approximate Distinct Count | 16 |
|---|---|
| Approximate Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 2.1942 |
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 469 |
| Zeros (%) | 39.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 3 |
| 95-th Percentile | 10 |
| Maximum | 15 |
| Range | 15 |
| IQR | 3 |
| Mean | 2.1942 |
|---|---|
| Standard Deviation | 3.2216 |
| Variance | 10.3784 |
| Sum | 2633 |
| Skewness | 1.9725 |
| Kurtosis | 3.5194 |
| Coefficient of Variation | 1.4682 |
numerical
| Approximate Distinct Count | 18 |
|---|---|
| Approximate Unique (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 19200 |
| Mean | 4.105 |
| Minimum | 0 |
| Maximum | 17 |
| Zeros | 215 |
| Zeros (%) | 17.9% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 7 |
| 95-th Percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| IQR | 5 |
| Mean | 4.105 |
|---|---|
| Standard Deviation | 3.5416 |
| Variance | 12.5428 |
| Sum | 4926 |
| Skewness | 0.8121 |
| Kurtosis | 0.1426 |
| Coefficient of Variation | 0.8627 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 80578 |
| Mean | 2.1483 |
|---|---|
| Standard Deviation | 0.3556 |
| Median | 2 |
| Minimum | 2 |
| Maximum | 3 |
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
| Count | 2578 |
|---|---|
| Lowercase Letter | 1378 |
| Space Separator | 0 |
| Uppercase Letter | 1200 |
| Dash Punctuation | 0 |
| Decimal Number | 0 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 79200 |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 3 |
| 5th row | 3 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 1200 |